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Deep Knowledge Tracing with Transformers

In this work, we propose a Transformer-based model to trace students’ knowledge acquisition. We modified the Transformer structure to utilize 1) the association between questions and skills and 2) the elapsed time between question steps. The use of question-skill associations allows the model to lea...

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書目詳細資料
發表在:Artificial Intelligence in Education
Main Authors: Pu, Shi, Yudelson, Michael, Ou, Lu, Huang, Yuchi
格式: Artigo
語言:Inglês
出版: 2020
主題:
在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC7334675/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-52240-7_46
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